WallStSmart

Aurora Innovation Inc (AUR)vsModine Manufacturing Company (MOD)

VS

Smart Verdict

WallStSmart Research — data-driven comparison

Modine Manufacturing Company generates 79428% more annual revenue ($3.18B vs $4.00M). MOD leads profitability with a 3.8% profit margin vs 0.0%. MOD earns a higher WallStSmart Score of 61/100 (C+).

AUR

Avoid

23

out of 100

Grade: F

Growth: 2.7Profit: 2.5Value: 5.0Quality: 8.5
Piotroski: 4/9Altman Z: 2.70

MOD

Buy

61

out of 100

Grade: C+

Growth: 9.3Profit: 6.0Value: 4.3Quality: 6.5
Piotroski: 2/9Altman Z: 2.76

Key Strengths & Concerns

Side-by-side fundamental analysis

Key Strengths

AUR1 strengths · Avg: 10.0/10
Debt/EquityHealth
0.0410/10

Conservative balance sheet, low leverage

MOD2 strengths · Avg: 9.0/10
Revenue GrowthGrowth
47.5%10/10

Revenue surging 47.5% year-over-year

EPS GrowthGrowth
47.4%8/10

Earnings expanding 47.4% YoY

Areas to Watch

AUR4 concerns · Avg: 2.8/10
EPS GrowthGrowth
0.0%4/10

0.0% earnings growth

Profit MarginProfitability
0.0%3/10

0.0% margin — thin

Return on EquityProfitability
-42.3%2/10

ROE of -42.3% — below average capital efficiency

Revenue GrowthGrowth
-91.0%2/10

Revenue declined 91.0%

MOD4 concerns · Avg: 3.0/10
Price/BookValuation
13.1x4/10

Trading at 13.1x book value

Profit MarginProfitability
3.8%3/10

3.8% margin — thin

Piotroski F-ScoreQuality
2/93/10

Weak financial health signals

P/E RatioValuation
122.0x2/10

Premium valuation, high expectations priced in

Comparative Analysis Report

WallStSmart Research

Bull Case : AUR

The strongest argument for AUR centers on Debt/Equity.

Bull Case : MOD

The strongest argument for MOD centers on Revenue Growth, EPS Growth. Revenue growth of 47.5% demonstrates continued momentum. PEG of 1.11 suggests the stock is reasonably priced for its growth.

Bear Case : AUR

The primary concerns for AUR are EPS Growth, Profit Margin, Return on Equity.

Bear Case : MOD

The primary concerns for MOD are Price/Book, Profit Margin, Piotroski F-Score. A P/E of 122.0x leaves little room for execution misses. Thin 3.8% margins leave little buffer for downturns.

Key Dynamics to Monitor

AUR profiles as a value stock while MOD is a hypergrowth play — different risk/reward profiles.

AUR carries more volatility with a beta of 2.63 — expect wider price swings.

MOD is growing revenue faster at 47.5% — sustainability is the question.

MOD generates stronger free cash flow (125M), providing more financial flexibility.

Bottom Line

MOD scores higher overall (61/100 vs 23/100) and 47.5% revenue growth. Both earn "Buy" and "Avoid" ratings respectively — the choice depends on your investment horizon and risk tolerance.

This analysis is generated from publicly available financial data. Not financial advice.

Aurora Innovation Inc

CONSUMER CYCLICAL · AUTO PARTS · USA

Aurora Innovation Inc. stands out as a pioneering technology firm specializing in cutting-edge autonomous vehicle systems that enhance both safety and efficiency in transportation. Leveraging advanced artificial intelligence and machine learning capabilities, the company is committed to delivering scalable self-driving solutions for a range of applications, including both passenger vehicles and commercial use. Its strategic partnerships and robust innovation pipeline position Aurora favorably within the rapidly evolving autonomous mobility landscape, underscoring the potential for substantial long-term growth and a transformative impact on the future of the transportation sector.

Visit Website →

Modine Manufacturing Company

CONSUMER CYCLICAL · AUTO PARTS · USA

Modine Manufacturing Company provides heat transfer systems and heat transfer components designed for use in on-highway and off-highway original equipment manufacturer (OEM) vehicular applications. The company is headquartered in Racine, Wisconsin.

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